Machine Learning & AI: Advanced Decision Trees

LinkedIn Learning’s “Machine Learning and AI: Advanced Decision Trees with SPSS” is a comprehensive online course that delves into advanced concepts related to decision tree algorithms. Led by instructor Keith McCormick, this course is designed for those working towards a deeper understanding of machine learning. Here’s what you’ll explore:

1. Decision Tree Algorithms:
   • Understand how to work with decision trees, a fundamental concept in machine learning.
   • Explore the QUEST algorithm, which handles nominal variables, ordinal and continuous variables, and missing data.
   • Dive into the C5.0 algorithm, reviewing features like global pruning and winnowing.
2. Advanced Topics:
   • Learn about boosting and bagging, which apply to all decision trees.

By completing this course, you’ll gain mastery in advanced decision tree algorithm concepts, enhancing your ability to work with machine learning models effectively. Plus, you’ll earn a sharable certificate to showcase your expertise on platforms like LinkedIn¹.